Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 158424 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 16.9 MiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 2 |
Date has a high cardinality: 861 distinct values | High cardinality |
Country has a high cardinality: 184 distinct values | High cardinality |
Unnamed: 0 is highly correlated with Confirmed_Cases and 5 other fields | High correlation |
Confirmed_Cases is highly correlated with Unnamed: 0 and 8 other fields | High correlation |
Deaths is highly correlated with Unnamed: 0 and 9 other fields | High correlation |
New_Cases is highly correlated with Confirmed_Cases and 5 other fields | High correlation |
New_Deaths is highly correlated with Confirmed_Cases and 4 other fields | High correlation |
Doses_admin is highly correlated with Unnamed: 0 and 5 other fields | High correlation |
GDP is highly correlated with Confirmed_Cases and 5 other fields | High correlation |
Population is highly correlated with Deaths and 1 other fields | High correlation |
Confirmed_Cases_rel is highly correlated with Unnamed: 0 and 6 other fields | High correlation |
Deaths_rel is highly correlated with Unnamed: 0 and 7 other fields | High correlation |
Doses_admin_per_100 is highly correlated with Unnamed: 0 and 5 other fields | High correlation |
GDP_pro_Kopf is highly correlated with GDP | High correlation |
Unnamed: 0 is highly correlated with Confirmed_Cases_rel and 1 other fields | High correlation |
Confirmed_Cases is highly correlated with Deaths and 2 other fields | High correlation |
Deaths is highly correlated with Confirmed_Cases and 2 other fields | High correlation |
New_Cases is highly correlated with Confirmed_Cases and 1 other fields | High correlation |
New_Deaths is highly correlated with Deaths and 1 other fields | High correlation |
Doses_admin is highly correlated with Population | High correlation |
GDP is highly correlated with Confirmed_Cases and 2 other fields | High correlation |
Population is highly correlated with Doses_admin and 1 other fields | High correlation |
Confirmed_Cases_rel is highly correlated with Unnamed: 0 and 2 other fields | High correlation |
Deaths_rel is highly correlated with Confirmed_Cases_rel and 1 other fields | High correlation |
Doses_admin_per_100 is highly correlated with Unnamed: 0 and 2 other fields | High correlation |
Unnamed: 0 is highly correlated with Doses_admin and 2 other fields | High correlation |
Confirmed_Cases is highly correlated with Deaths and 5 other fields | High correlation |
Deaths is highly correlated with Confirmed_Cases and 5 other fields | High correlation |
New_Cases is highly correlated with Confirmed_Cases and 2 other fields | High correlation |
New_Deaths is highly correlated with Confirmed_Cases and 2 other fields | High correlation |
Doses_admin is highly correlated with Unnamed: 0 and 3 other fields | High correlation |
GDP is highly correlated with Population | High correlation |
Population is highly correlated with GDP | High correlation |
Confirmed_Cases_rel is highly correlated with Unnamed: 0 and 4 other fields | High correlation |
Deaths_rel is highly correlated with Confirmed_Cases and 2 other fields | High correlation |
Doses_admin_per_100 is highly correlated with Unnamed: 0 and 2 other fields | High correlation |
Unnamed: 0 is highly correlated with Confirmed_Cases_rel and 1 other fields | High correlation |
Confirmed_Cases is highly correlated with Deaths and 4 other fields | High correlation |
Deaths is highly correlated with Confirmed_Cases and 5 other fields | High correlation |
New_Cases is highly correlated with Confirmed_Cases and 1 other fields | High correlation |
New_Deaths is highly correlated with Population | High correlation |
Doses_admin is highly correlated with Confirmed_Cases and 3 other fields | High correlation |
GDP is highly correlated with Confirmed_Cases and 4 other fields | High correlation |
Population is highly correlated with Confirmed_Cases and 4 other fields | High correlation |
Confirmed_Cases_rel is highly correlated with Unnamed: 0 and 2 other fields | High correlation |
Deaths_rel is highly correlated with Deaths and 2 other fields | High correlation |
Doses_admin_per_100 is highly correlated with Unnamed: 0 and 2 other fields | High correlation |
GDP_pro_Kopf is highly correlated with GDP | High correlation |
New_Cases is highly skewed (γ1 = 20.74309917) | Skewed |
Unnamed: 0 is uniformly distributed | Uniform |
Date is uniformly distributed | Uniform |
Country is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
Confirmed_Cases has 10680 (6.7%) zeros | Zeros |
Deaths has 21751 (13.7%) zeros | Zeros |
New_Cases has 44052 (27.8%) zeros | Zeros |
New_Deaths has 78867 (49.8%) zeros | Zeros |
Doses_admin has 79868 (50.4%) zeros | Zeros |
GDP has 6027 (3.8%) zeros | Zeros |
Confirmed_Cases_rel has 10680 (6.7%) zeros | Zeros |
Deaths_rel has 21751 (13.7%) zeros | Zeros |
Doses_admin_per_100 has 79868 (50.4%) zeros | Zeros |
GDP_pro_Kopf has 6027 (3.8%) zeros | Zeros |
Reproduction
| Analysis started | 2022-06-02 09:15:07.352544 |
|---|---|
| Analysis finished | 2022-06-02 09:15:53.785911 |
| Duration | 46.43 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 158424 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84808.55435 |
| Minimum | 0 |
|---|---|
| Maximum | 169616 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8481.15 |
| Q1 | 42406.75 |
| median | 84810.5 |
| Q3 | 127211.25 |
| 95-th percentile | 161133.85 |
| Maximum | 169616 |
| Range | 169616 |
| Interquartile range (IQR) | 84804.5 |
Descriptive statistics
| Standard deviation | 48964.36403 |
|---|---|
| Coefficient of variation (CV) | 0.5773517119 |
| Kurtosis | -1.200000079 |
| Mean | 84808.55435 |
| Median Absolute Deviation (MAD) | 42402.5 |
| Skewness | -6.325427191 × 10-11 |
| Sum | 1.343571041 × 1010 |
| Variance | 2397508945 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 113080 | 1 | < 0.1% |
| 113071 | 1 | < 0.1% |
| 113072 | 1 | < 0.1% |
| 113075 | 1 | < 0.1% |
| 113076 | 1 | < 0.1% |
| 113077 | 1 | < 0.1% |
| 113078 | 1 | < 0.1% |
| 113079 | 1 | < 0.1% |
| 113081 | 1 | < 0.1% |
| Other values (158414) | 158414 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 169616 | 1 | |
| 169615 | 1 | |
| 169614 | 1 | |
| 169611 | 1 | |
| 169610 | 1 | |
| 169609 | 1 | |
| 169608 | 1 | |
| 169607 | 1 | |
| 169606 | 1 | |
| 169605 | 1 |
| Distinct | 861 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| 2020-01-22 | 184 |
|---|---|
| 2021-08-10 | 184 |
| 2021-08-12 | 184 |
| 2021-08-13 | 184 |
| 2021-08-14 | 184 |
| Other values (856) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1584240 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2020-01-22 |
|---|---|
| 2nd row | 2020-01-22 |
| 3rd row | 2020-01-22 |
| 4th row | 2020-01-22 |
| 5th row | 2020-01-22 |
Common Values
| Value | Count | Frequency (%) |
| 2020-01-22 | 184 | 0.1% |
| 2021-08-10 | 184 | 0.1% |
| 2021-08-12 | 184 | 0.1% |
| 2021-08-13 | 184 | 0.1% |
| 2021-08-14 | 184 | 0.1% |
| 2021-08-15 | 184 | 0.1% |
| 2021-08-16 | 184 | 0.1% |
| 2021-08-17 | 184 | 0.1% |
| 2021-08-18 | 184 | 0.1% |
| 2021-08-19 | 184 | 0.1% |
| Other values (851) | 156584 |
Length
| Value | Count | Frequency (%) |
| 2020-01-22 | 184 | 0.1% |
| 2020-03-15 | 184 | 0.1% |
| 2020-01-24 | 184 | 0.1% |
| 2020-01-25 | 184 | 0.1% |
| 2020-01-26 | 184 | 0.1% |
| 2020-01-27 | 184 | 0.1% |
| 2020-01-28 | 184 | 0.1% |
| 2020-01-29 | 184 | 0.1% |
| 2020-01-30 | 184 | 0.1% |
| 2020-01-31 | 184 | 0.1% |
| Other values (851) | 156584 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 439944 | |
| 0 | 419336 | |
| - | 316848 | |
| 1 | 195408 | |
| 3 | 40664 | 2.6% |
| 5 | 32752 | 2.1% |
| 4 | 32200 | 2.0% |
| 8 | 27048 | 1.7% |
| 7 | 27048 | 1.7% |
| 6 | 26680 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1267392 | |
| Dash Punctuation | 316848 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 439944 | |
| 0 | 419336 | |
| 1 | 195408 | |
| 3 | 40664 | 3.2% |
| 5 | 32752 | 2.6% |
| 4 | 32200 | 2.5% |
| 8 | 27048 | 2.1% |
| 7 | 27048 | 2.1% |
| 6 | 26680 | 2.1% |
| 9 | 26312 | 2.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 316848 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1584240 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 439944 | |
| 0 | 419336 | |
| - | 316848 | |
| 1 | 195408 | |
| 3 | 40664 | 2.6% |
| 5 | 32752 | 2.1% |
| 4 | 32200 | 2.0% |
| 8 | 27048 | 1.7% |
| 7 | 27048 | 1.7% |
| 6 | 26680 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1584240 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 439944 | |
| 0 | 419336 | |
| - | 316848 | |
| 1 | 195408 | |
| 3 | 40664 | 2.6% |
| 5 | 32752 | 2.1% |
| 4 | 32200 | 2.0% |
| 8 | 27048 | 1.7% |
| 7 | 27048 | 1.7% |
| 6 | 26680 | 1.7% |
| Distinct | 184 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| Afghanistan | 861 |
|---|---|
| Panama | 861 |
| New Zealand | 861 |
| Nicaragua | 861 |
| Niger | 861 |
| Other values (179) |
Length
| Max length | 32 |
|---|---|
| Median length | 22 |
| Mean length | 8.282608696 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1312164 |
|---|---|
| Distinct characters | 53 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Albania |
| 3rd row | Algeria |
| 4th row | Andorra |
| 5th row | Angola |
Common Values
| Value | Count | Frequency (%) |
| Afghanistan | 861 | 0.5% |
| Panama | 861 | 0.5% |
| New Zealand | 861 | 0.5% |
| Nicaragua | 861 | 0.5% |
| Niger | 861 | 0.5% |
| Nigeria | 861 | 0.5% |
| North Macedonia | 861 | 0.5% |
| Norway | 861 | 0.5% |
| Oman | 861 | 0.5% |
| Pakistan | 861 | 0.5% |
| Other values (174) | 149814 |
Length
| Value | Count | Frequency (%) |
| and | 5166 | 2.7% |
| guinea | 2583 | 1.3% |
| south | 2583 | 1.3% |
| saint | 2583 | 1.3% |
| united | 1722 | 0.9% |
| new | 1722 | 0.9% |
| sudan | 1722 | 0.9% |
| republic | 1722 | 0.9% |
| islands | 1722 | 0.9% |
| andorra | 861 | 0.4% |
| Other values (198) | 170478 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 210084 | |
| i | 121401 | 9.3% |
| n | 107625 | 8.2% |
| e | 86100 | 6.6% |
| r | 72324 | 5.5% |
| o | 68019 | 5.2% |
| u | 49938 | 3.8% |
| t | 49077 | 3.7% |
| l | 45633 | 3.5% |
| s | 42189 | 3.2% |
| Other values (43) | 459774 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1085721 | |
| Uppercase Letter | 189420 | 14.4% |
| Space Separator | 34440 | 2.6% |
| Dash Punctuation | 1722 | 0.1% |
| Other Punctuation | 861 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 210084 | |
| i | 121401 | |
| n | 107625 | |
| e | 86100 | 7.9% |
| r | 72324 | 6.7% |
| o | 68019 | 6.3% |
| u | 49938 | 4.6% |
| t | 49077 | 4.5% |
| l | 45633 | 4.2% |
| s | 42189 | 3.9% |
| Other values (16) | 233331 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 24969 | |
| B | 16359 | 8.6% |
| M | 16359 | 8.6% |
| A | 12915 | 6.8% |
| G | 12054 | 6.4% |
| C | 12054 | 6.4% |
| L | 11193 | 5.9% |
| N | 9471 | 5.0% |
| T | 9471 | 5.0% |
| I | 8610 | 4.5% |
| Other values (14) | 55965 |
Space Separator
| Value | Count | Frequency (%) |
| 34440 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1722 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 861 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1275141 | |
| Common | 37023 | 2.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 210084 | |
| i | 121401 | 9.5% |
| n | 107625 | 8.4% |
| e | 86100 | 6.8% |
| r | 72324 | 5.7% |
| o | 68019 | 5.3% |
| u | 49938 | 3.9% |
| t | 49077 | 3.8% |
| l | 45633 | 3.6% |
| s | 42189 | 3.3% |
| Other values (40) | 422751 |
Common
| Value | Count | Frequency (%) |
| 34440 | ||
| - | 1722 | 4.7% |
| , | 861 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1312164 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 210084 | |
| i | 121401 | 9.3% |
| n | 107625 | 8.2% |
| e | 86100 | 6.6% |
| r | 72324 | 5.5% |
| o | 68019 | 5.2% |
| u | 49938 | 3.8% |
| t | 49077 | 3.7% |
| l | 45633 | 3.5% |
| s | 42189 | 3.2% |
| Other values (43) | 459774 |
Confirmed_Cases
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 87371 |
|---|---|
| Distinct (%) | 55.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 894053.5083 |
| Minimum | 0 |
|---|---|
| Maximum | 84210815 |
| Zeros | 10680 |
| Zeros (%) | 6.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2314 |
| median | 33820.5 |
| Q3 | 323619.75 |
| 95-th percentile | 3727166.15 |
| Maximum | 84210815 |
| Range | 84210815 |
| Interquartile range (IQR) | 321305.75 |
Descriptive statistics
| Standard deviation | 4088102.023 |
|---|---|
| Coefficient of variation (CV) | 4.572547375 |
| Kurtosis | 156.4148203 |
| Mean | 894053.5083 |
| Median Absolute Deviation (MAD) | 33819.5 |
| Skewness | 10.85911008 |
| Sum | 1.41639533 × 1011 |
| Variance | 1.671257815 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10680 | 6.7% |
| 1 | 1428 | 0.9% |
| 4 | 798 | 0.5% |
| 3 | 673 | 0.4% |
| 2 | 667 | 0.4% |
| 509 | 450 | 0.3% |
| 18 | 378 | 0.2% |
| 7 | 361 | 0.2% |
| 20 | 349 | 0.2% |
| 24 | 308 | 0.2% |
| Other values (87361) | 142332 |
| Value | Count | Frequency (%) |
| 0 | 10680 | |
| 1 | 1428 | 0.9% |
| 2 | 667 | 0.4% |
| 3 | 673 | 0.4% |
| 4 | 798 | 0.5% |
| 5 | 206 | 0.1% |
| 6 | 183 | 0.1% |
| 7 | 361 | 0.2% |
| 8 | 285 | 0.2% |
| 9 | 119 | 0.1% |
| Value | Count | Frequency (%) |
| 84210815 | 1 | |
| 84012412 | 1 | |
| 83984395 | 1 | |
| 83980107 | 1 | |
| 83969064 | 1 | |
| 83863979 | 1 | |
| 83721369 | 1 | |
| 83505133 | 1 | |
| 83425339 | 1 | |
| 83285402 | 1 |
| Distinct | 31347 |
|---|---|
| Distinct (%) | 19.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15990.60038 |
| Minimum | 0 |
|---|---|
| Maximum | 1007032 |
| Zeros | 21751 |
| Zeros (%) | 13.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 34 |
| median | 572 |
| Q3 | 5701.25 |
| 95-th percentile | 85218 |
| Maximum | 1007032 |
| Range | 1007032 |
| Interquartile range (IQR) | 5667.25 |
Descriptive statistics
| Standard deviation | 64474.25843 |
|---|---|
| Coefficient of variation (CV) | 4.032009863 |
| Kurtosis | 85.55148648 |
| Mean | 15990.60038 |
| Median Absolute Deviation (MAD) | 572 |
| Skewness | 8.290827404 |
| Sum | 2533294874 |
| Variance | 4156930000 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21751 | 13.7% |
| 1 | 2487 | 1.6% |
| 3 | 1671 | 1.1% |
| 2 | 1318 | 0.8% |
| 10 | 996 | 0.6% |
| 7 | 955 | 0.6% |
| 21 | 730 | 0.5% |
| 4 | 653 | 0.4% |
| 125 | 604 | 0.4% |
| 9 | 602 | 0.4% |
| Other values (31337) | 126657 |
| Value | Count | Frequency (%) |
| 0 | 21751 | |
| 1 | 2487 | 1.6% |
| 2 | 1318 | 0.8% |
| 3 | 1671 | 1.1% |
| 4 | 653 | 0.4% |
| 5 | 457 | 0.3% |
| 6 | 571 | 0.4% |
| 7 | 955 | 0.6% |
| 8 | 505 | 0.3% |
| 9 | 602 | 0.4% |
| Value | Count | Frequency (%) |
| 1007032 | 1 | |
| 1006648 | 1 | |
| 1006621 | 1 | |
| 1006614 | 1 | |
| 1006581 | 1 | |
| 1006011 | 1 | |
| 1005706 | 1 | |
| 1004646 | 1 | |
| 1004293 | 1 | |
| 1004089 | 1 |
New_Cases
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 16761 |
|---|---|
| Distinct (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3324.085265 |
| Minimum | 0 |
|---|---|
| Maximum | 1383917 |
| Zeros | 44052 |
| Zeros (%) | 27.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 66 |
| Q3 | 841 |
| 95-th percentile | 13027.85 |
| Maximum | 1383917 |
| Range | 1383917 |
| Interquartile range (IQR) | 841 |
Descriptive statistics
| Standard deviation | 19525.66553 |
|---|---|
| Coefficient of variation (CV) | 5.873996597 |
| Kurtosis | 738.4188298 |
| Mean | 3324.085265 |
| Median Absolute Deviation (MAD) | 66 |
| Skewness | 20.74309917 |
| Sum | 526614884 |
| Variance | 381251614.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 44052 | |
| 1 | 3036 | 1.9% |
| 2 | 2156 | 1.4% |
| 3 | 1736 | 1.1% |
| 4 | 1512 | 1.0% |
| 5 | 1303 | 0.8% |
| 6 | 1254 | 0.8% |
| 7 | 1070 | 0.7% |
| 8 | 962 | 0.6% |
| 9 | 890 | 0.6% |
| Other values (16751) | 100453 |
| Value | Count | Frequency (%) |
| 0 | 44052 | |
| 1 | 3036 | 1.9% |
| 2 | 2156 | 1.4% |
| 3 | 1736 | 1.1% |
| 4 | 1512 | 1.0% |
| 5 | 1303 | 0.8% |
| 6 | 1254 | 0.8% |
| 7 | 1070 | 0.7% |
| 8 | 962 | 0.6% |
| 9 | 890 | 0.6% |
| Value | Count | Frequency (%) |
| 1383917 | 1 | |
| 1129519 | 1 | |
| 1044958 | 1 | |
| 922167 | 1 | |
| 908134 | 1 | |
| 880067 | 1 | |
| 869757 | 1 | |
| 861341 | 1 | |
| 848634 | 1 | |
| 848169 | 1 |
| Distinct | 1745 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.50823108 |
| Minimum | -1918 |
|---|---|
| Maximum | 11447 |
| Zeros | 78867 |
| Zeros (%) | 49.8% |
| Negative | 150 |
| Negative (%) | 0.1% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | -1918 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 11 |
| 95-th percentile | 174 |
| Maximum | 11447 |
| Range | 13365 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 187.1955962 |
|---|---|
| Coefficient of variation (CV) | 4.738141676 |
| Kurtosis | 291.7866235 |
| Mean | 39.50823108 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 12.96063823 |
| Sum | 6259052 |
| Variance | 35042.19124 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 78867 | |
| 1 | 10426 | 6.6% |
| 2 | 6558 | 4.1% |
| 3 | 4897 | 3.1% |
| 4 | 3942 | 2.5% |
| 5 | 3224 | 2.0% |
| 6 | 2698 | 1.7% |
| 7 | 2244 | 1.4% |
| 8 | 2093 | 1.3% |
| 9 | 1855 | 1.2% |
| Other values (1735) | 41620 |
| Value | Count | Frequency (%) |
| -1918 | 1 | |
| -679 | 1 | |
| -443 | 1 | |
| -287 | 1 | |
| -281 | 1 | |
| -232 | 1 | |
| -228 | 1 | |
| -217 | 1 | |
| -213 | 1 | |
| -184 | 1 |
| Value | Count | Frequency (%) |
| 11447 | 1 | |
| 8786 | 1 | |
| 7374 | 1 | |
| 4529 | 1 | |
| 4454 | 1 | |
| 4411 | 1 | |
| 4376 | 1 | |
| 4329 | 1 | |
| 4272 | 1 | |
| 4209 | 1 |
Doses_admin
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 36824 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18134459.34 |
| Minimum | 0 |
|---|---|
| Maximum | 3442312826 |
| Zeros | 79868 |
| Zeros (%) | 50.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2286778.25 |
| 95-th percentile | 55373993.55 |
| Maximum | 3442312826 |
| Range | 3442312826 |
| Interquartile range (IQR) | 2286778.25 |
Descriptive statistics
| Standard deviation | 143219578.8 |
|---|---|
| Coefficient of variation (CV) | 7.897648126 |
| Kurtosis | 316.5605895 |
| Mean | 18134459.34 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.68281124 |
| Sum | 2.872933586 × 1012 |
| Variance | 2.051184776 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 79868 | |
| 49980 | 199 | 0.1% |
| 44526 | 119 | 0.1% |
| 1924950 | 119 | 0.1% |
| 60467 | 96 | 0.1% |
| 1553874 | 81 | 0.1% |
| 1259250 | 81 | 0.1% |
| 637961 | 81 | 0.1% |
| 2380000 | 80 | 0.1% |
| 2036896 | 79 | < 0.1% |
| Other values (36814) | 77621 |
| Value | Count | Frequency (%) |
| 0 | 79868 | |
| 1 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 5 | < 0.1% |
| 11 | 6 | < 0.1% |
| 12 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 20 | 2 | < 0.1% |
| 26 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3442312826 | 7 | |
| 3418724921 | 2 | < 0.1% |
| 3399003302 | 12 | |
| 3381478475 | 3 | < 0.1% |
| 3364169286 | 6 | |
| 3362850000 | 5 | |
| 3336285000 | 1 | < 0.1% |
| 3334018000 | 1 | < 0.1% |
| 3331771000 | 1 | < 0.1% |
| 3329766000 | 1 | < 0.1% |
| Distinct | 178 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.919941304 × 1011 |
| Minimum | 0 |
|---|---|
| Maximum | 2.219812 × 1013 |
| Zeros | 6027 |
| Zeros (%) | 3.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 324000000 |
| Q1 | 7431750000 |
| median | 3.3135 × 1010 |
| Q3 | 2.47677 × 1011 |
| 95-th percentile | 1.83249 × 1012 |
| Maximum | 2.219812 × 1013 |
| Range | 2.219812 × 1013 |
| Interquartile range (IQR) | 2.4024525 × 1011 |
Descriptive statistics
| Standard deviation | 2.079641555 × 1012 |
|---|---|
| Coefficient of variation (CV) | 4.226964157 |
| Kurtosis | 76.39857892 |
| Mean | 4.919941304 × 1011 |
| Median Absolute Deviation (MAD) | 3.16405 × 1010 |
| Skewness | 8.346709972 |
| Sum | 7.794367812 × 1016 |
| Variance | 4.324908996 × 1024 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6027 | 3.8% |
| 2.0682 × 1010 | 861 | 0.5% |
| 2.2114 × 1010 | 861 | 0.5% |
| 2.24943 × 1011 | 861 | 0.5% |
| 1.2459 × 1010 | 861 | 0.5% |
| 1.0628 × 1010 | 861 | 0.5% |
| 4.96122 × 1011 | 861 | 0.5% |
| 1.37 × 1010 | 861 | 0.5% |
| 4.38623 × 1011 | 861 | 0.5% |
| 8.4158 × 1010 | 861 | 0.5% |
| Other values (168) | 144648 |
| Value | Count | Frequency (%) |
| 0 | 6027 | |
| 196000000 | 861 | 0.5% |
| 228000000 | 861 | 0.5% |
| 324000000 | 861 | 0.5% |
| 389000000 | 861 | 0.5% |
| 512000000 | 861 | 0.5% |
| 527000000 | 861 | 0.5% |
| 590000000 | 861 | 0.5% |
| 773000000 | 861 | 0.5% |
| 903000000 | 861 | 0.5% |
| Value | Count | Frequency (%) |
| 2.219812 × 1013 | 861 | |
| 1.54681 × 1013 | 861 | |
| 5.49542 × 1012 | 861 | |
| 4.15712 × 1012 | 861 | |
| 3.25772 × 1012 | 861 | |
| 2.92708 × 1012 | 861 | |
| 2.87605 × 1012 | 861 | |
| 2.09045 × 1012 | 861 | |
| 2.0625 × 1012 | 861 | |
| 1.83249 × 1012 | 861 |
| Distinct | 184 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41803750.43 |
| Minimum | 18233 |
|---|---|
| Maximum | 1448471400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 18233 |
|---|---|
| 5-th percentile | 99509 |
| Q1 | 2080486.5 |
| median | 9179439.5 |
| Q3 | 30457903.25 |
| 95-th percentile | 131562772 |
| Maximum | 1448471400 |
| Range | 1448453167 |
| Interquartile range (IQR) | 28377416.75 |
Descriptive statistics
| Standard deviation | 153263243.2 |
|---|---|
| Coefficient of variation (CV) | 3.666255817 |
| Kurtosis | 69.88845384 |
| Mean | 41803750.43 |
| Median Absolute Deviation (MAD) | 8505650 |
| Skewness | 8.123593678 |
| Sum | 6.622717359 × 1012 |
| Variance | 2.348962172 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40754388 | 861 | 0.5% |
| 4446964 | 861 | 0.5% |
| 4898203 | 861 | 0.5% |
| 6779100 | 861 | 0.5% |
| 26083660 | 861 | 0.5% |
| 216746934 | 861 | 0.5% |
| 2081304 | 861 | 0.5% |
| 5511370 | 861 | 0.5% |
| 5323993 | 861 | 0.5% |
| 229488994 | 861 | 0.5% |
| Other values (174) | 149814 |
| Value | Count | Frequency (%) |
| 18233 | 861 | |
| 34085 | 861 | |
| 38387 | 861 | |
| 39783 | 861 | |
| 53871 | 861 | |
| 60057 | 861 | |
| 72344 | 861 | |
| 77463 | 861 | |
| 99426 | 861 | |
| 99509 | 861 |
| Value | Count | Frequency (%) |
| 1448471400 | 861 | |
| 1406631776 | 861 | |
| 334805269 | 861 | |
| 279134505 | 861 | |
| 229488994 | 861 | |
| 216746934 | 861 | |
| 215353593 | 861 | |
| 167885689 | 861 | |
| 145805947 | 861 | |
| 131562772 | 861 |
Confirmed_Cases_rel
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 114463 |
|---|---|
| Distinct (%) | 72.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.742723817 |
| Minimum | 0 |
|---|---|
| Maximum | 55.37353317 |
| Zeros | 10680 |
| Zeros (%) | 6.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.03839449935 |
| median | 0.4578384953 |
| Q3 | 4.451728152 |
| 95-th percentile | 16.89306146 |
| Maximum | 55.37353317 |
| Range | 55.37353317 |
| Interquartile range (IQR) | 4.413333653 |
Descriptive statistics
| Standard deviation | 7.243292081 |
|---|---|
| Coefficient of variation (CV) | 1.935299647 |
| Kurtosis | 13.55968946 |
| Mean | 3.742723817 |
| Median Absolute Deviation (MAD) | 0.4578384953 |
| Skewness | 3.342241636 |
| Sum | 592937.278 |
| Variance | 52.46528016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10680 | 6.7% |
| 0.0008511435113 | 459 | 0.3% |
| 0.0008041258449 | 441 | 0.3% |
| 0.006660339344 | 415 | 0.3% |
| 0.001483393411 | 339 | 0.2% |
| 0.002773313513 | 255 | 0.2% |
| 0.001620496034 | 243 | 0.2% |
| 0.001242884486 | 189 | 0.1% |
| 0.1377258306 | 155 | 0.1% |
| 0.0003107211216 | 118 | 0.1% |
| Other values (114453) | 145130 |
| Value | Count | Frequency (%) |
| 0 | 10680 | |
| 7.109181074 × 10-8 | 3 | < 0.1% |
| 1.421836215 × 10-7 | 1 | < 0.1% |
| 2.132754322 × 10-7 | 28 | < 0.1% |
| 2.98681082 × 10-7 | 2 | < 0.1% |
| 3.554590537 × 10-7 | 2 | < 0.1% |
| 4.613675412 × 10-7 | 10 | < 0.1% |
| 4.643525962 × 10-7 | 3 | < 0.1% |
| 5.97362164 × 10-7 | 2 | < 0.1% |
| 7.165004556 × 10-7 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 55.37353317 | 7 | |
| 54.95785084 | 7 | |
| 54.55959348 | 1 | < 0.1% |
| 54.54739115 | 1 | < 0.1% |
| 54.53357784 | 2 | < 0.1% |
| 54.5255572 | 1 | < 0.1% |
| 54.52031294 | 1 | < 0.1% |
| 54.51500175 | 1 | < 0.1% |
| 54.51133257 | 1 | < 0.1% |
| 54.50151244 | 1 | < 0.1% |
Deaths_rel
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 79424 |
|---|---|
| Distinct (%) | 50.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05106931741 |
| Minimum | 0 |
|---|---|
| Maximum | 0.6329227037 |
| Zeros | 21751 |
| Zeros (%) | 13.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.0006251655953 |
| median | 0.008255269026 |
| Q3 | 0.06859123869 |
| 95-th percentile | 0.234716978 |
| Maximum | 0.6329227037 |
| Range | 0.6329227037 |
| Interquartile range (IQR) | 0.06796607309 |
Descriptive statistics
| Standard deviation | 0.08570775612 |
|---|---|
| Coefficient of variation (CV) | 1.678263201 |
| Kurtosis | 7.674926271 |
| Mean | 0.05106931741 |
| Median Absolute Deviation (MAD) | 0.008255269026 |
| Skewness | 2.482942434 |
| Sum | 8090.605541 |
| Variance | 0.007345819459 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21751 | 13.7% |
| 3.317611541 × 10-5 | 459 | 0.3% |
| 0.0006735049873 | 435 | 0.3% |
| 0.0003107211216 | 343 | 0.2% |
| 0.0007844816969 | 337 | 0.2% |
| 0.0003009939136 | 303 | 0.2% |
| 0.001255339713 | 290 | 0.2% |
| 0.002430361464 | 266 | 0.2% |
| 3.537013395 × 10-5 | 254 | 0.2% |
| 0.0002199092654 | 252 | 0.2% |
| Other values (79414) | 133734 |
| Value | Count | Frequency (%) |
| 0 | 21751 | |
| 7.109181074 × 10-8 | 2 | < 0.1% |
| 1.421836215 × 10-7 | 4 | < 0.1% |
| 2.132754322 × 10-7 | 2 | < 0.1% |
| 2.84367243 × 10-7 | 2 | < 0.1% |
| 2.98681082 × 10-7 | 2 | < 0.1% |
| 3.554590537 × 10-7 | 1 | < 0.1% |
| 3.582502278 × 10-7 | 2 | < 0.1% |
| 4.613675412 × 10-7 | 7 | < 0.1% |
| 4.643525962 × 10-7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.6329227037 | 1 | |
| 0.632895985 | 1 | |
| 0.6328573912 | 1 | |
| 0.632824735 | 1 | |
| 0.6328039537 | 1 | |
| 0.6327742662 | 1 | |
| 0.63274161 | 1 | |
| 0.632705985 | 1 | |
| 0.6326881725 | 1 | |
| 0.6326584849 | 1 |
Doses_admin_per_100
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 36968 |
|---|---|
| Distinct (%) | 23.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.10804371 |
| Minimum | 0 |
|---|---|
| Maximum | 327.6076072 |
| Zeros | 79868 |
| Zeros (%) | 50.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 55.50545888 |
| 95-th percentile | 178.2273478 |
| Maximum | 327.6076072 |
| Range | 327.6076072 |
| Interquartile range (IQR) | 55.50545888 |
Descriptive statistics
| Standard deviation | 61.19020206 |
|---|---|
| Coefficient of variation (CV) | 1.648974075 |
| Kurtosis | 1.892203369 |
| Mean | 37.10804371 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.686068058 |
| Sum | 5878804.717 |
| Variance | 3744.240828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 79868 | |
| 125.6315512 | 199 | 0.1% |
| 59.24168064 | 119 | 0.1% |
| 244.2055613 | 119 | 0.1% |
| 112.2440645 | 96 | 0.1% |
| 5.697232183 | 81 | 0.1% |
| 70.30500794 | 81 | 0.1% |
| 47.82155758 | 81 | 0.1% |
| 54.33385552 | 80 | 0.1% |
| 159.790763 | 79 | < 0.1% |
| Other values (36958) | 77621 |
| Value | Count | Frequency (%) |
| 0 | 79868 | |
| 1.302476145 × 10-5 | 1 | < 0.1% |
| 1.5486728 × 10-5 | 1 | < 0.1% |
| 2.041565039 × 10-5 | 1 | < 0.1% |
| 3.049500188 × 10-5 | 1 | < 0.1% |
| 3.494279728 × 10-5 | 1 | < 0.1% |
| 5.200749077 × 10-5 | 1 | < 0.1% |
| 6.615193406 × 10-5 | 20 | < 0.1% |
| 7.672008737 × 10-5 | 1 | < 0.1% |
| 9.072154473 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 327.6076072 | 1 | |
| 327.2854763 | 1 | |
| 325.6356732 | 2 | |
| 324.8347906 | 1 | |
| 323.9790947 | 1 | |
| 323.4636269 | 1 | |
| 323.3584936 | 1 | |
| 323.0667988 | 1 | |
| 322.8369492 | 1 | |
| 322.0496704 | 1 |
| Distinct | 178 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14583.95132 |
| Minimum | 0 |
|---|---|
| Maximum | 114720.3096 |
| Zeros | 6027 |
| Zeros (%) | 3.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 389.5279081 |
| Q1 | 1915.243745 |
| median | 5901.937281 |
| Q3 | 18150.5165 |
| 95-th percentile | 56828.87032 |
| Maximum | 114720.3096 |
| Range | 114720.3096 |
| Interquartile range (IQR) | 16235.27276 |
Descriptive statistics
| Standard deviation | 20232.7458 |
|---|---|
| Coefficient of variation (CV) | 1.387329494 |
| Kurtosis | 4.515226989 |
| Mean | 14583.95132 |
| Median Absolute Deviation (MAD) | 5063.000255 |
| Skewness | 2.10415816 |
| Sum | 2310447904 |
| Variance | 409364002.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6027 | 3.8% |
| 507.4790965 | 861 | 0.5% |
| 2379.853401 | 861 | 0.5% |
| 45923.57646 | 861 | 0.5% |
| 1837.854582 | 861 | 0.5% |
| 407.4581558 | 861 | 0.5% |
| 2288.945873 | 861 | 0.5% |
| 6582.411796 | 861 | 0.5% |
| 79585.11223 | 861 | 0.5% |
| 15807.30854 | 861 | 0.5% |
| Other values (168) | 144648 |
| Value | Count | Frequency (%) |
| 0 | 6027 | |
| 240.6504586 | 861 | 0.5% |
| 294.1819461 | 861 | 0.5% |
| 389.5279081 | 861 | 0.5% |
| 407.4581558 | 861 | 0.5% |
| 464.1155755 | 861 | 0.5% |
| 492.4226478 | 861 | 0.5% |
| 495.2559985 | 861 | 0.5% |
| 495.3477182 | 861 | 0.5% |
| 507.4790965 | 861 | 0.5% |
| Value | Count | Frequency (%) |
| 114720.3096 | 861 | |
| 84423.59765 | 861 | |
| 80710.94393 | 861 | |
| 79585.11223 | 861 | |
| 77653.57144 | 861 | |
| 68461.01315 | 861 | |
| 66301.585 | 861 | |
| 65932.8623 | 861 | |
| 62476.28514 | 861 | |
| 56828.87032 | 861 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Unnamed: 0 | Date | Country | Confirmed_Cases | Deaths | New_Cases | New_Deaths | Doses_admin | GDP | Population | Confirmed_Cases_rel | Deaths_rel | Doses_admin_per_100 | GDP_pro_Kopf | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2020-01-22 | Afghanistan | 0 | 0 | 0 | 0 | 0.0 | 2.068200e+10 | 40754388 | 0.0 | 0.0 | 0.0 | 507.479096 |
| 1 | 1 | 2020-01-22 | Albania | 0 | 0 | 0 | 0 | 0.0 | 1.721000e+10 | 2866374 | 0.0 | 0.0 | 0.0 | 6004.101349 |
| 2 | 2 | 2020-01-22 | Algeria | 0 | 0 | 0 | 0 | 0.0 | 1.930560e+11 | 45350148 | 0.0 | 0.0 | 0.0 | 4257.009260 |
| 3 | 3 | 2020-01-22 | Andorra | 0 | 0 | 0 | 0 | 0.0 | 0.000000e+00 | 77463 | 0.0 | 0.0 | 0.0 | 0.000000 |
| 4 | 4 | 2020-01-22 | Angola | 0 | 0 | 0 | 0 | 0.0 | 9.642600e+10 | 35027343 | 0.0 | 0.0 | 0.0 | 2752.877945 |
| 5 | 6 | 2020-01-22 | Antigua and Barbuda | 0 | 0 | 0 | 0 | 0.0 | 1.809000e+09 | 99509 | 0.0 | 0.0 | 0.0 | 18179.260167 |
| 6 | 7 | 2020-01-22 | Argentina | 0 | 0 | 0 | 0 | 0.0 | 5.153530e+11 | 46010234 | 0.0 | 0.0 | 0.0 | 11200.834145 |
| 7 | 8 | 2020-01-22 | Armenia | 0 | 0 | 0 | 0 | 0.0 | 1.386800e+10 | 2971966 | 0.0 | 0.0 | 0.0 | 4666.271418 |
| 8 | 9 | 2020-01-22 | Australia | 0 | 0 | 0 | 0 | 0.0 | 1.481460e+12 | 26068792 | 0.0 | 0.0 | 0.0 | 56828.870321 |
| 9 | 10 | 2020-01-22 | Austria | 0 | 0 | 0 | 0 | 0.0 | 4.816780e+11 | 9066710 | 0.0 | 0.0 | 0.0 | 53125.996089 |
Last rows
| Unnamed: 0 | Date | Country | Confirmed_Cases | Deaths | New_Cases | New_Deaths | Doses_admin | GDP | Population | Confirmed_Cases_rel | Deaths_rel | Doses_admin_per_100 | GDP_pro_Kopf | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158414 | 169605 | 2022-05-31 | United Arab Emirates | 908205 | 2305 | 381 | 0 | 24915902.0 | 4.491300e+11 | 10081785 | 9.008375 | 0.022863 | 247.137803 | 44548.658794 |
| 158415 | 169606 | 2022-05-31 | United Kingdom | 22486997 | 179322 | 5801 | 110 | 144565659.0 | 2.927080e+12 | 68497907 | 32.828736 | 0.261792 | 211.051206 | 42732.400568 |
| 158416 | 169607 | 2022-05-31 | Uruguay | 925777 | 7238 | 9389 | 11 | 8408518.0 | 6.342100e+10 | 3496016 | 26.480914 | 0.207036 | 240.517149 | 18140.935282 |
| 158417 | 169608 | 2022-05-31 | Uzbekistan | 239028 | 1637 | 3 | 0 | 50434421.0 | 5.548200e+10 | 34382084 | 0.695211 | 0.004761 | 146.688086 | 1613.689269 |
| 158418 | 169609 | 2022-05-31 | Vanuatu | 9088 | 14 | 45 | 0 | 301000.0 | 9.940000e+08 | 321832 | 2.823834 | 0.004350 | 93.527058 | 3088.567948 |
| 158419 | 169610 | 2022-05-31 | Venezuela | 523654 | 5721 | 36 | 0 | 37860994.0 | 7.010600e+10 | 29266991 | 1.789231 | 0.019548 | 129.364150 | 2395.394867 |
| 158420 | 169611 | 2022-05-31 | Vietnam | 10719379 | 43079 | 1010 | 1 | 220779518.0 | 2.823720e+11 | 98953541 | 10.832739 | 0.043535 | 223.114318 | 2853.581561 |
| 158421 | 169614 | 2022-05-31 | Yemen | 11822 | 2149 | 0 | 0 | 836455.0 | 3.138500e+10 | 31154867 | 0.037946 | 0.006898 | 2.684829 | 1007.386743 |
| 158422 | 169615 | 2022-05-31 | Zambia | 321779 | 3987 | 276 | 2 | 3478542.0 | 2.527200e+10 | 19470234 | 1.652671 | 0.020477 | 17.865949 | 1297.981319 |
| 158423 | 169616 | 2022-05-31 | Zimbabwe | 252398 | 5503 | 306 | 3 | 11742863.0 | 2.581200e+10 | 15331428 | 1.646278 | 0.035894 | 76.593407 | 1683.600510 |